Spotify

Dataset statistics

Number of variables	17
Number of observations	130663
Missing cells	1
Missing cells (%)	< 0.1%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	42.6 MiB
Average record size in memory	342.0 B

Variable types

Text	3
Numeric	12
Categorical	2

Alerts

`acousticness` is highly overall correlated with `energy` and 1 other fields	High correlation
`energy` is highly overall correlated with `acousticness` and 1 other fields	High correlation
`loudness` is highly overall correlated with `acousticness` and 1 other fields	High correlation
`time_signature` is highly imbalanced (67.8%)	Imbalance
`instrumentalness` has 42133 (32.2%) zeros	Zeros
`key` has 14972 (11.5%) zeros	Zeros
`popularity` has 18889 (14.5%) zeros	Zeros

Reproduction

Analysis started	2023-06-28 14:04:08.496321
Analysis finished	2023-06-28 14:04:42.116703
Duration	33.62 seconds
Software version	ydata-profiling vv4.3.1
Download configuration	config.json

artist_name
Text

Distinct	34621
Distinct (%)	26.5%
Missing	0
Missing (%)	0.0%
Memory size	8.7 MiB

Length

Max length	75
Median length	50
Mean length	11.741266
Min length	1

Characters and Unicode

Total characters	1534149
Distinct characters	579
Distinct categories	18 ?
Distinct scripts	19 ?
Distinct blocks	26 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	19495 ?
Unique (%)	14.9%

Sample

1st row	YG
2nd row	YG
3rd row	R3HAB
4th row	Chris Cooq
5th row	Chris Cooq

Value	Count	Frequency (%)
the	5160	2.0%
sebastian	3690	1.4%
johann	3639	1.4%
bach	3631	1.4%
	2256	0.9%
van	2232	0.9%
wolfgang	1764	0.7%
mozart	1758	0.7%
amadeus	1755	0.7%
los	1440	0.6%
Other values (31641)	229175	89.3%

Most occurring characters

Value	Count	Frequency (%)
a	134241	8.8%
e	126440	8.2%
	125881	8.2%
n	96332	6.3%
o	89826	5.9%
i	86485	5.6%
r	75326	4.9%
s	60058	3.9%
l	58981	3.8%
t	52812	3.4%
Other values (569)	627767	40.9%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	1102646	71.9%
Uppercase Letter	289149	18.8%
Space Separator	125883	8.2%
Other Punctuation	8172	0.5%
Decimal Number	4872	0.3%
Dash Punctuation	1639	0.1%
Currency Symbol	647	< 0.1%
Other Letter	466	< 0.1%
Close Punctuation	152	< 0.1%
Open Punctuation	150	< 0.1%
Other values (8)	373	< 0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
하	10	2.1%
이	8	1.7%
소	6	1.3%
스	6	1.3%
緑	6	1.3%
ハ	6	1.3%
나	5	1.1%
리	5	1.1%
肖	4	0.9%
懿	4	0.9%
Other values (285)	406	87.1%

Lowercase Letter

Value	Count	Frequency (%)
a	134241	12.2%
e	126440	11.5%
n	96332	8.7%
o	89826	8.1%
i	86485	7.8%
r	75326	6.8%
s	60058	5.4%
l	58981	5.3%
t	52812	4.8%
h	43888	4.0%
Other values (97)	278257	25.2%

Uppercase Letter

Value	Count	Frequency (%)
S	28185	9.7%
B	23022	8.0%
M	20669	7.1%
A	19358	6.7%
C	17063	5.9%
T	16806	5.8%
L	15891	5.5%
D	15820	5.5%
J	14950	5.2%
R	13329	4.6%
Other values (79)	104056	36.0%

Other Punctuation

Value	Count	Frequency (%)
.	4167	51.0%
&	2042	25.0%
'	945	11.6%
!	317	3.9%
,	287	3.5%
"	120	1.5%
/	114	1.4%
:	93	1.1%
?	30	0.4%
*	14	0.2%
Other values (11)	43	0.5%

Other Symbol

Value	Count	Frequency (%)
✦	12	25.0%
✰	8	16.7%
☮	7	14.6%
°	5	10.4%
✝	3	6.2%
☆	2	4.2%
™	2	4.2%
△	2	4.2%
©	1	2.1%
◞	1	2.1%
Other values (5)	5	10.4%

Nonspacing Mark

Value	Count	Frequency (%)
ৢ	2	14.3%
ྀ	1	7.1%
̛	1	7.1%
ຶ	1	7.1%
ৣ	1	7.1%
ؖ	1	7.1%
๊	1	7.1%
ั	1	7.1%
์	1	7.1%
ิ	1	7.1%
Other values (3)	3	21.4%

Decimal Number

Value	Count	Frequency (%)
3	773	15.9%
0	670	13.8%
1	616	12.6%
2	595	12.2%
4	422	8.7%
8	389	8.0%
9	386	7.9%
5	367	7.5%
6	330	6.8%
7	324	6.7%

Math Symbol

Value	Count	Frequency (%)
+	74	77.9%
>	11	11.6%
\|	3	3.2%
×	2	2.1%
=	2	2.1%
~	1	1.1%
∆	1	1.1%
<	1	1.1%

Currency Symbol

Value	Count	Frequency (%)
$	643	99.4%
£	3	0.5%
¥	1	0.2%

Close Punctuation

Value	Count	Frequency (%)
)	101	66.4%
]	49	32.2%
༽	2	1.3%

Final Punctuation

Value	Count	Frequency (%)
’	65	94.2%
”	3	4.3%
»	1	1.4%

Modifier Symbol

Value	Count	Frequency (%)
^	38	90.5%
´	3	7.1%
`	1	2.4%

Space Separator

Value	Count	Frequency (%)
	125881	> 99.9%
	2	< 0.1%

Open Punctuation

Value	Count	Frequency (%)
(	101	67.3%
[	49	32.7%

Initial Punctuation

Value	Count	Frequency (%)
“	3	75.0%
«	1	25.0%

Dash Punctuation

Value	Count	Frequency (%)
-	1639	100.0%

Connector Punctuation

Value	Count	Frequency (%)
_	92	100.0%

Modifier Letter

Value	Count	Frequency (%)
ー	9	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1388865	90.5%
Common	141881	9.2%
Cyrillic	2878	0.2%
Hangul	209	< 0.1%
Han	184	< 0.1%
Greek	36	< 0.1%
Katakana	29	< 0.1%
Thai	25	< 0.1%
Arabic	11	< 0.1%
Hebrew	9	< 0.1%
Other values (9)	22	< 0.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	134241	9.7%
e	126440	9.1%
n	96332	6.9%
o	89826	6.5%
i	86485	6.2%
r	75326	5.4%
s	60058	4.3%
l	58981	4.2%
t	52812	3.8%
h	43888	3.2%
Other values (129)	564476	40.6%

Han

Value	Count	Frequency (%)
緑	6	3.3%
肖	4	2.2%
懿	4	2.2%
航	4	2.2%
文	4	2.2%
李	3	1.6%
東	3	1.6%
張	3	1.6%
霍	3	1.6%
尊	3	1.6%
Other values (123)	147	79.9%

Hangul

Value	Count	Frequency (%)
하	10	4.8%
이	8	3.8%
소	6	2.9%
스	6	2.9%
나	5	2.4%
리	5	2.4%
니	4	1.9%
유	4	1.9%
정	4	1.9%
희	3	1.4%
Other values (110)	154	73.7%

Common

Value	Count	Frequency (%)
	125881	88.7%
.	4167	2.9%
&	2042	1.4%
-	1639	1.2%
'	945	0.7%
3	773	0.5%
0	670	0.5%
$	643	0.5%
1	616	0.4%
2	595	0.4%
Other values (61)	3910	2.8%

Cyrillic

Value	Count	Frequency (%)
и	484	16.8%
н	242	8.4%
а	223	7.7%
о	192	6.7%
у	154	5.4%
к	121	4.2%
л	120	4.2%
К	120	4.2%
т	116	4.0%
М	114	4.0%
Other values (43)	992	34.5%

Thai

Value	Count	Frequency (%)
ร	3	12.0%
น	2	8.0%
ธ	2	8.0%
ป	2	8.0%
โ	2	8.0%
ก	2	8.0%
๊	1	4.0%
ว	1	4.0%
ั	1	4.0%
์	1	4.0%
Other values (8)	8	32.0%

Katakana

Value	Count	Frequency (%)
ハ	6	20.7%
ル	4	13.8%
ド	3	10.3%
ワ	3	10.3%
ピ	3	10.3%
ッ	3	10.3%
ロ	3	10.3%
ウ	1	3.4%
ノ	1	3.4%
ナ	1	3.4%

Arabic

Value	Count	Frequency (%)
؞	2	18.2%
م	2	18.2%
ي	2	18.2%
ؖ	1	9.1%
ا	1	9.1%
ص	1	9.1%
ل	1	9.1%
ه	1	9.1%

Hebrew

Value	Count	Frequency (%)
י	2	22.2%
ו	2	22.2%
ג	1	11.1%
ן	1	11.1%
ב	1	11.1%
ר	1	11.1%
ד	1	11.1%

Hiragana

Value	Count	Frequency (%)
じ	2	33.3%
せ	1	16.7%
い	1	16.7%
ん	1	16.7%
り	1	16.7%

Tibetan

Value	Count	Frequency (%)
༽	2	50.0%
ྀ	1	25.0%
༎	1	25.0%

Greek

Value	Count	Frequency (%)
Π	18	50.0%
Δ	18	50.0%

Bengali

Value	Count	Frequency (%)
ৢ	2	66.7%
ৣ	1	33.3%

Braille

Value	Count	Frequency (%)
⡇	1	50.0%
⣎	1	50.0%

Georgian

Value	Count	Frequency (%)
ლ	2	100.0%

Yi

Value	Count	Frequency (%)
ꉺ	2	100.0%

Inherited

Value	Count	Frequency (%)
̛	1	100.0%

Tamil

Value	Count	Frequency (%)
இ	1	100.0%

Lao

Value	Count	Frequency (%)
ຶ	1	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1526462	99.5%
None	4188	0.3%
Cyrillic	2878	0.2%
Hangul	209	< 0.1%
CJK	184	< 0.1%
Punctuation	79	< 0.1%
Katakana	38	< 0.1%
Thai	25	< 0.1%
Dingbats	23	< 0.1%
Arabic	11	< 0.1%
Other values (16)	52	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	134241	8.8%
e	126440	8.3%
	125881	8.2%
n	96332	6.3%
o	89826	5.9%
i	86485	5.7%
r	75326	4.9%
s	60058	3.9%
l	58981	3.9%
t	52812	3.5%
Other values (83)	620080	40.6%

None

Value	Count	Frequency (%)
é	1786	42.6%
ó	290	6.9%
á	280	6.7%
ñ	250	6.0%
í	225	5.4%
ü	110	2.6%
ö	101	2.4%
Ø	83	2.0%
ø	73	1.7%
ı	58	1.4%
Other values (89)	932	22.3%

Cyrillic

Value	Count	Frequency (%)
и	484	16.8%
н	242	8.4%
а	223	7.7%
о	192	6.7%
у	154	5.4%
к	121	4.2%
л	120	4.2%
К	120	4.2%
т	116	4.0%
М	114	4.0%
Other values (43)	992	34.5%

Punctuation

Value	Count	Frequency (%)
’	65	82.3%
†	5	6.3%
•	3	3.8%
”	3	3.8%
“	3	3.8%

Dingbats

Value	Count	Frequency (%)
✦	12	52.2%
✰	8	34.8%
✝	3	13.0%

Hangul

Value	Count	Frequency (%)
하	10	4.8%
이	8	3.8%
소	6	2.9%
스	6	2.9%
나	5	2.4%
리	5	2.4%
니	4	1.9%
유	4	1.9%
정	4	1.9%
희	3	1.4%
Other values (110)	154	73.7%

Katakana

Value	Count	Frequency (%)
ー	9	23.7%
ハ	6	15.8%
ル	4	10.5%
ド	3	7.9%
ワ	3	7.9%
ピ	3	7.9%
ッ	3	7.9%
ロ	3	7.9%
ウ	1	2.6%
ノ	1	2.6%
Other values (2)	2	5.3%

Misc Symbols

Value	Count	Frequency (%)
☮	7	70.0%
☆	2	20.0%
♡	1	10.0%

CJK

Value	Count	Frequency (%)
緑	6	3.3%
肖	4	2.2%
懿	4	2.2%
航	4	2.2%
文	4	2.2%
李	3	1.6%
東	3	1.6%
張	3	1.6%
霍	3	1.6%
尊	3	1.6%
Other values (123)	147	79.9%

Thai

Value	Count	Frequency (%)
ร	3	12.0%
น	2	8.0%
ธ	2	8.0%
ป	2	8.0%
โ	2	8.0%
ก	2	8.0%
๊	1	4.0%
ว	1	4.0%
ั	1	4.0%
์	1	4.0%
Other values (8)	8	32.0%

Bengali

Value	Count	Frequency (%)
ৢ	2	66.7%
ৣ	1	33.3%

Arabic

Value	Count	Frequency (%)
؞	2	18.2%
م	2	18.2%
ي	2	18.2%
ؖ	1	9.1%
ا	1	9.1%
ص	1	9.1%
ل	1	9.1%
ه	1	9.1%

Hebrew

Value	Count	Frequency (%)
י	2	22.2%
ו	2	22.2%
ג	1	11.1%
ן	1	11.1%
ב	1	11.1%
ר	1	11.1%
ד	1	11.1%

Georgian

Value	Count	Frequency (%)
ლ	2	100.0%

Yi Syllables

Value	Count	Frequency (%)
ꉺ	2	100.0%

Tibetan

Value	Count	Frequency (%)
༽	2	50.0%
ྀ	1	25.0%
༎	1	25.0%

Letterlike Symbols

Value	Count	Frequency (%)
™	2	100.0%

Hiragana

Value	Count	Frequency (%)
じ	2	33.3%
せ	1	16.7%
い	1	16.7%
ん	1	16.7%
り	1	16.7%

Geometric Shapes

Value	Count	Frequency (%)
△	2	50.0%
◞	1	25.0%
◇	1	25.0%

Latin Ext Additional

Value	Count	Frequency (%)
ọ	2	66.7%
ṣ	1	33.3%

IPA Ext

Value	Count	Frequency (%)
ɘ	1	100.0%

Math Operators

Value	Count	Frequency (%)
∆	1	100.0%

Diacriticals

Value	Count	Frequency (%)
̛	1	100.0%

Tamil

Value	Count	Frequency (%)
இ	1	100.0%

Braille

Value	Count	Frequency (%)
⡇	1	50.0%
⣎	1	50.0%

Lao

Value	Count	Frequency (%)
ຶ	1	100.0%

track_id
Text

Distinct	130326
Distinct (%)	99.7%
Missing	0
Missing (%)	0.0%
Memory size	9.8 MiB

Length

Max length	22
Median length	22
Mean length	22
Min length	22

Characters and Unicode

Total characters	2874586
Distinct characters	62
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	129998 ?
Unique (%)	99.5%

Sample

1st row	2RM4jf1Xa9zPgMGRDiht8O
2nd row	1tHDG53xJNGsItRA3vfVgs
3rd row	6Wosx2euFPMT14UXiWudMy
4th row	3J2Jpw61sO7l6Hc7qdYV91
5th row	2jbYvQCyPgX3CdmAzeVeuS

Value	Count	Frequency (%)
0ubafqn0hvwrcednov2szu	4	< 0.1%
1cvod6phuf31q08aazyjki	3	< 0.1%
47mtzdlkxsxwh1eljtyflo	3	< 0.1%
1afymoxqcyfxuosrckstsy	3	< 0.1%
569bgswqapyd8niuy67cal	3	< 0.1%
6eevqkt1zwhhzg08rfj7uc	3	< 0.1%
4fbwto3dj2qrymddov9rbb	3	< 0.1%
02mqj3mpw8mldmm2cqivb9	3	< 0.1%
7lkf8xrf0o74b3r2y41hzu	2	< 0.1%
4puwpntdejqwwa80ljvxxl	2	< 0.1%
Other values (130316)	130634	> 99.9%

Most occurring characters

Value	Count	Frequency (%)
3	61281	2.1%
1	61271	2.1%
6	61150	2.1%
5	61044	2.1%
0	61034	2.1%
4	60873	2.1%
2	60863	2.1%
7	57641	2.0%
m	44632	1.6%
o	44598	1.6%
Other values (52)	2300199	80.0%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	1152044	40.1%
Uppercase Letter	1148710	40.0%
Decimal Number	573832	20.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
m	44632	3.9%
o	44598	3.9%
c	44590	3.9%
n	44555	3.9%
s	44549	3.9%
y	44507	3.9%
i	44503	3.9%
u	44497	3.9%
d	44440	3.9%
r	44410	3.9%
Other values (16)	706763	61.3%

Uppercase Letter

Value	Count	Frequency (%)
R	44435	3.9%
D	44403	3.9%
Z	44378	3.9%
K	44373	3.9%
H	44333	3.9%
L	44331	3.9%
S	44326	3.9%
C	44312	3.9%
V	44305	3.9%
W	44285	3.9%
Other values (16)	705229	61.4%

Decimal Number

Value	Count	Frequency (%)
3	61281	10.7%
1	61271	10.7%
6	61150	10.7%
5	61044	10.6%
0	61034	10.6%
4	60873	10.6%
2	60863	10.6%
7	57641	10.0%
8	44345	7.7%
9	44330	7.7%

Most occurring scripts

Value	Count	Frequency (%)
Latin	2300754	80.0%
Common	573832	20.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
m	44632	1.9%
o	44598	1.9%
c	44590	1.9%
n	44555	1.9%
s	44549	1.9%
y	44507	1.9%
i	44503	1.9%
u	44497	1.9%
d	44440	1.9%
R	44435	1.9%
Other values (42)	1855448	80.6%

Common

Value	Count	Frequency (%)
3	61281	10.7%
1	61271	10.7%
6	61150	10.7%
5	61044	10.6%
0	61034	10.6%
4	60873	10.6%
2	60863	10.6%
7	57641	10.0%
8	44345	7.7%
9	44330	7.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2874586	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
3	61281	2.1%
1	61271	2.1%
6	61150	2.1%
5	61044	2.1%
0	61034	2.1%
4	60873	2.1%
2	60863	2.1%
7	57641	2.0%
m	44632	1.6%
o	44598	1.6%
Other values (52)	2300199	80.0%

track_name
Text

Distinct	108889
Distinct (%)	83.3%
Missing	1
Missing (%)	< 0.1%
Memory size	10.1 MiB

Length

Max length	215
Median length	149
Mean length	20.136474
Min length	1

Characters and Unicode

Total characters	2631072
Distinct characters	1625
Distinct categories	21 ?
Distinct scripts	14 ?
Distinct blocks	27 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	100353 ?
Unique (%)	76.8%

Sample

1st row	Big Bank feat. 2 Chainz, Big Sean, Nicki Minaj
2nd row	BAND DRUM (feat. A$AP Rocky)
3rd row	Radio Silence
4th row	Lactose
5th row	Same - Original mix

Value	Count	Frequency (%)
	18264	3.7%
the	10740	2.2%
in	8100	1.6%
feat	6564	1.3%
no	6146	1.2%
i	4962	1.0%
a	4854	1.0%
you	4841	1.0%
remix	4556	0.9%
of	4521	0.9%
Other values (53906)	419963	85.1%

Most occurring characters

Value	Count	Frequency (%)
	362849	13.8%
e	218298	8.3%
a	155317	5.9%
o	152681	5.8%
i	133563	5.1%
n	126432	4.8%
r	115040	4.4%
t	115036	4.4%
l	79239	3.0%
s	77644	3.0%
Other values (1615)	1094973	41.6%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	1622176	61.7%
Uppercase Letter	444438	16.9%
Space Separator	362849	13.8%
Other Punctuation	72762	2.8%
Decimal Number	57833	2.2%
Close Punctuation	19735	0.8%
Open Punctuation	19735	0.8%
Dash Punctuation	17222	0.7%
Other Letter	12639	0.5%
Final Punctuation	465	< 0.1%
Other values (11)	1218	< 0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
ン	429	3.4%
第	360	2.8%
の	329	2.6%
調	314	2.5%
番	228	1.8%
ル	227	1.8%
リ	198	1.6%
曲	196	1.6%
イ	194	1.5%
タ	189	1.5%
Other values (1256)	9975	78.9%

Lowercase Letter

Value	Count	Frequency (%)
e	218298	13.5%
a	155317	9.6%
o	152681	9.4%
i	133563	8.2%
n	126432	7.8%
r	115040	7.1%
t	115036	7.1%
l	79239	4.9%
s	77644	4.8%
u	57918	3.6%
Other values (137)	391008	24.1%

Uppercase Letter

Value	Count	Frequency (%)
S	36729	8.3%
T	32017	7.2%
M	31999	7.2%
A	28939	6.5%
I	26770	6.0%
B	25682	5.8%
L	23272	5.2%
C	22230	5.0%
R	20212	4.5%
D	20048	4.5%
Other values (83)	176540	39.7%

Other Punctuation

Value	Count	Frequency (%)
.	28205	38.8%
,	17056	23.4%
:	9396	12.9%
'	7053	9.7%
"	4355	6.0%
&	3105	4.3%
/	1448	2.0%
!	862	1.2%
?	592	0.8%
・	257	0.4%
Other values (16)	433	0.6%

Other Symbol

Value	Count	Frequency (%)
°	24	18.5%
▌	18	13.8%
⌂	18	13.8%
╜	18	13.8%
╫	17	13.1%
◐	9	6.9%
®	8	6.2%
◑	6	4.6%
☆	4	3.1%
№	2	1.5%
Other values (6)	6	4.6%

Nonspacing Mark

Value	Count	Frequency (%)
้	24	19.2%
่	22	17.6%
ั	21	16.8%
ี	15	12.0%
ิ	9	7.2%
ู	7	5.6%
̸	7	5.6%
̡	7	5.6%
ุ	5	4.0%
ึ	4	3.2%
Other values (2)	4	3.2%

Decimal Number

Value	Count	Frequency (%)
1	9900	17.1%
2	9352	16.2%
8	6709	11.6%
0	6340	11.0%
4	4792	8.3%
3	4678	8.1%
5	4543	7.9%
6	3934	6.8%
9	3933	6.8%
7	3645	6.3%

Math Symbol

Value	Count	Frequency (%)
+	65	28.0%
>	46	19.8%
<	46	19.8%
\|	42	18.1%
~	19	8.2%
=	11	4.7%
×	2	0.9%
∆	1	0.4%

Open Punctuation

Value	Count	Frequency (%)
(	18534	93.9%
[	1143	5.8%
《	40	0.2%
「	15	0.1%
„	1	< 0.1%
【	1	< 0.1%
{	1	< 0.1%

Close Punctuation

Value	Count	Frequency (%)
)	18535	93.9%
]	1143	5.8%
》	40	0.2%
」	15	0.1%
】	1	< 0.1%
}	1	< 0.1%

Dash Punctuation

Value	Count	Frequency (%)
-	17145	99.6%
–	39	0.2%
—	16	0.1%
―	12	0.1%
〜	7	< 0.1%
‒	3	< 0.1%

Modifier Letter

Value	Count	Frequency (%)
ー	276	97.5%
々	3	1.1%
ๆ	2	0.7%
ʼ	1	0.4%
ˌ	1	0.4%

Modifier Symbol

Value	Count	Frequency (%)
´	32	65.3%
`	9	18.4%
¨	6	12.2%
^	2	4.1%

Final Punctuation

Value	Count	Frequency (%)
’	418	89.9%
”	45	9.7%
»	2	0.4%

Currency Symbol

Value	Count	Frequency (%)
$	236	96.7%
¢	7	2.9%
¥	1	0.4%

Initial Punctuation

Value	Count	Frequency (%)
“	53	84.1%
‘	9	14.3%
«	1	1.6%

Format

Value	Count	Frequency (%)
	3	42.9%
‬	2	28.6%
	2	28.6%

Letter Number

Value	Count	Frequency (%)
ⅲ	1	33.3%
ⅳ	1	33.3%
ⅱ	1	33.3%

Space Separator

Value	Count	Frequency (%)
	362849	100.0%

Connector Punctuation

Value	Count	Frequency (%)
_	61	100.0%

Enclosing Mark

Value	Count	Frequency (%)
҉	21	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	2061920	78.4%
Common	551658	21.0%
Katakana	5026	0.2%
Cyrillic	4683	0.2%
Han	4422	0.2%
Hiragana	1442	0.1%
Hangul	803	< 0.1%
Hebrew	485	< 0.1%
Thai	485	< 0.1%
Arabic	90	< 0.1%
Other values (4)	58	< 0.1%

Most frequent character per script

Han

Value	Count	Frequency (%)
第	360	8.1%
調	314	7.1%
番	228	5.2%
曲	196	4.4%
長	187	4.2%
作	175	4.0%
品	175	4.0%
短	129	2.9%
奏	120	2.7%
変	113	2.6%
Other values (754)	2425	54.8%

Hangul

Value	Count	Frequency (%)
어	22	2.7%
다	18	2.2%
이	17	2.1%
기	15	1.9%
일	13	1.6%
해	13	1.6%
하	13	1.6%
달	12	1.5%
나	12	1.5%
내	11	1.4%
Other values (262)	657	81.8%

Latin

Value	Count	Frequency (%)
e	218298	10.6%
a	155317	7.5%
o	152681	7.4%
i	133563	6.5%
n	126432	6.1%
r	115040	5.6%
t	115036	5.6%
l	79239	3.8%
s	77644	3.8%
u	57918	2.8%
Other values (152)	830752	40.3%

Common

Value	Count	Frequency (%)
	362849	65.8%
.	28205	5.1%
)	18535	3.4%
(	18534	3.4%
-	17145	3.1%
,	17056	3.1%
1	9900	1.8%
:	9396	1.7%
2	9352	1.7%
'	7053	1.3%
Other values (90)	53633	9.7%

Katakana

Value	Count	Frequency (%)
ン	429	8.5%
ル	227	4.5%
リ	198	3.9%
イ	194	3.9%
タ	189	3.8%
ド	186	3.7%
ト	180	3.6%
ァ	166	3.3%
ソ	166	3.3%
ナ	164	3.3%
Other values (64)	2927	58.2%

Hiragana

Value	Count	Frequency (%)
の	329	22.8%
た	106	7.4%
と	83	5.8%
め	78	5.4%
い	75	5.2%
な	60	4.2%
し	38	2.6%
ら	32	2.2%
に	32	2.2%
あ	32	2.2%
Other values (59)	577	40.0%

Cyrillic

Value	Count	Frequency (%)
о	447	9.5%
а	385	8.2%
е	358	7.6%
и	260	5.6%
н	249	5.3%
т	237	5.1%
л	194	4.1%
р	188	4.0%
с	179	3.8%
в	149	3.2%
Other values (56)	2037	43.5%

Thai

Value	Count	Frequency (%)
อ	34	7.0%
เ	32	6.6%
า	29	6.0%
้	24	4.9%
น	23	4.7%
่	22	4.5%
ั	21	4.3%
ร	19	3.9%
ว	16	3.3%
ก	16	3.3%
Other values (39)	249	51.3%

Hebrew

Value	Count	Frequency (%)
ו	56	11.5%
י	55	11.3%
ה	40	8.2%
ל	34	7.0%
א	31	6.4%
ת	28	5.8%
מ	28	5.8%
ב	27	5.6%
ם	21	4.3%
ש	21	4.3%
Other values (17)	144	29.7%

Arabic

Value	Count	Frequency (%)
ل	15	16.7%
ا	15	16.7%
ر	7	7.8%
ك	6	6.7%
م	5	5.6%
ب	5	5.6%
ن	5	5.6%
و	4	4.4%
د	3	3.3%
ح	3	3.3%
Other values (12)	22	24.4%

Greek

Value	Count	Frequency (%)
φ	18	50.0%
α	3	8.3%
Σ	2	5.6%
γ	1	2.8%
έ	1	2.8%
ν	1	2.8%
ε	1	2.8%
σ	1	2.8%
ι	1	2.8%
ς	1	2.8%
Other values (6)	6	16.7%

Inherited

Value	Count	Frequency (%)
̸	7	50.0%
̡	7	50.0%

Sinhala

Value	Count	Frequency (%)
ඕ	7	100.0%

Georgian

Value	Count	Frequency (%)
ლ	1	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2605564	99.0%
None	6759	0.3%
Katakana	5559	0.2%
Cyrillic	4683	0.2%
CJK	4419	0.2%
Hiragana	1442	0.1%
Hangul	803	< 0.1%
Punctuation	638	< 0.1%
Hebrew	485	< 0.1%
Thai	485	< 0.1%
Other values (17)	235	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	362849	13.9%
e	218298	8.4%
a	155317	6.0%
o	152681	5.9%
i	133563	5.1%
n	126432	4.9%
r	115040	4.4%
t	115036	4.4%
l	79239	3.0%
s	77644	3.0%
Other values (85)	1069465	41.0%

None

Value	Count	Frequency (%)
é	1376	20.4%
ü	656	9.7%
ó	585	8.7%
á	410	6.1%
í	376	5.6%
ö	355	5.3%
ä	314	4.6%
ñ	305	4.5%
è	228	3.4%
É	220	3.3%
Other values (124)	1934	28.6%

Cyrillic

Value	Count	Frequency (%)
о	447	9.5%
а	385	8.2%
е	358	7.6%
и	260	5.6%
н	249	5.3%
т	237	5.1%
л	194	4.1%
р	188	4.0%
с	179	3.8%
в	149	3.2%
Other values (56)	2037	43.5%

Katakana

Value	Count	Frequency (%)
ン	429	7.7%
ー	276	5.0%
・	257	4.6%
ル	227	4.1%
リ	198	3.6%
イ	194	3.5%
タ	189	3.4%
ド	186	3.3%
ト	180	3.2%
ァ	166	3.0%
Other values (66)	3257	58.6%

Punctuation

Value	Count	Frequency (%)
’	418	65.5%
“	53	8.3%
”	45	7.1%
–	39	6.1%
…	24	3.8%
—	16	2.5%
―	12	1.9%
•	11	1.7%
‘	9	1.4%
‒	3	0.5%
Other values (5)	8	1.3%

CJK

Value	Count	Frequency (%)
第	360	8.1%
調	314	7.1%
番	228	5.2%
曲	196	4.4%
長	187	4.2%
作	175	4.0%
品	175	4.0%
短	129	2.9%
奏	120	2.7%
変	113	2.6%
Other values (753)	2422	54.8%

Hiragana

Value	Count	Frequency (%)
の	329	22.8%
た	106	7.4%
と	83	5.8%
め	78	5.4%
い	75	5.2%
な	60	4.2%
し	38	2.6%
ら	32	2.2%
に	32	2.2%
あ	32	2.2%
Other values (59)	577	40.0%

Hebrew

Value	Count	Frequency (%)
ו	56	11.5%
י	55	11.3%
ה	40	8.2%
ל	34	7.0%
א	31	6.4%
ת	28	5.8%
מ	28	5.8%
ב	27	5.6%
ם	21	4.3%
ש	21	4.3%
Other values (17)	144	29.7%

Thai

Value	Count	Frequency (%)
อ	34	7.0%
เ	32	6.6%
า	29	6.0%
้	24	4.9%
น	23	4.7%
่	22	4.5%
ั	21	4.3%
ร	19	3.9%
ว	16	3.3%
ก	16	3.3%
Other values (39)	249	51.3%

Hangul

Value	Count	Frequency (%)
어	22	2.7%
다	18	2.2%
이	17	2.1%
기	15	1.9%
일	13	1.6%
해	13	1.6%
하	13	1.6%
달	12	1.5%
나	12	1.5%
내	11	1.4%
Other values (262)	657	81.8%

Block Elements

Value	Count	Frequency (%)
▌	18	100.0%

Misc Technical

Value	Count	Frequency (%)
⌂	18	100.0%

Box Drawing

Value	Count	Frequency (%)
╜	18	50.0%
╫	17	47.2%
╖	1	2.8%

Arabic

Value	Count	Frequency (%)
ل	15	16.7%
ا	15	16.7%
ر	7	7.8%
ك	6	6.7%
م	5	5.6%
ب	5	5.6%
ن	5	5.6%
و	4	4.4%
د	3	3.3%
ح	3	3.3%
Other values (12)	22	24.4%

Geometric Shapes

Value	Count	Frequency (%)
◐	9	56.2%
◑	6	37.5%
◎	1	6.2%

Diacriticals

Value	Count	Frequency (%)
̸	7	50.0%
̡	7	50.0%

Sinhala

Value	Count	Frequency (%)
ඕ	7	100.0%

Misc Symbols

Value	Count	Frequency (%)
☆	4	57.1%
★	1	14.3%
♡	1	14.3%
♥	1	14.3%

Latin Ext Additional

Value	Count	Frequency (%)
ạ	3	17.6%
ọ	3	17.6%
ồ	2	11.8%
ắ	2	11.8%
ủ	1	5.9%
ớ	1	5.9%
ự	1	5.9%
ờ	1	5.9%
ứ	1	5.9%
ế	1	5.9%

Letterlike Symbols

Value	Count	Frequency (%)
№	2	100.0%

Number Forms

Value	Count	Frequency (%)
ⅲ	1	33.3%
ⅳ	1	33.3%
ⅱ	1	33.3%

Math Operators

Value	Count	Frequency (%)
∆	1	100.0%

Modifier Letters

Value	Count	Frequency (%)
ʼ	1	50.0%
ˌ	1	50.0%

Greek Ext

Value	Count	Frequency (%)
ἀ	1	100.0%

IPA Ext

Value	Count	Frequency (%)
ə	1	100.0%

Arrows

Value	Count	Frequency (%)
⇪	1	100.0%

Georgian

Value	Count	Frequency (%)
ლ	1	100.0%

acousticness
Real number (ℝ)

HIGH CORRELATION

Distinct	4908
Distinct (%)	3.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.34250035

Minimum	0
Maximum	0.996
Zeros	46
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	1020.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0.000394
Q1	0.0316
median	0.203
Q3	0.636
95-th percentile	0.981
Maximum	0.996
Range	0.996
Interquartile range (IQR)	0.6044

Descriptive statistics

Standard deviation	0.3456406
Coefficient of variation (CV)	1.0091686
Kurtosis	-1.0333797
Mean	0.34250035
Median Absolute Deviation (MAD)	0.19698
Skewness	0.68404166
Sum	44752.123
Variance	0.11946743
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.995	738	0.6%
0.994	705	0.5%
0.993	613	0.5%
0.992	550	0.4%
0.991	508	0.4%
0.99	466	0.4%
0.989	424	0.3%
0.988	383	0.3%
0.987	364	0.3%
0.985	313	0.2%
Other values (4898)	125599	96.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	46	< 0.1%
1 × 10^-6	1	< 0.1%
1.01 × 10^-6	1	< 0.1%
1.03 × 10^-6	1	< 0.1%
1.04 × 10^-6	3	< 0.1%
1.06 × 10^-6	1	< 0.1%
1.07 × 10^-6	1	< 0.1%
1.1 × 10^-6	1	< 0.1%
1.11 × 10^-6	2	< 0.1%
1.15 × 10^-6	1	< 0.1%

Value	Count	Frequency (%)
0.996	261	0.2%
0.995	738	0.6%
0.994	705	0.5%
0.993	613	0.5%
0.992	550	0.4%
0.991	508	0.4%
0.99	466	0.4%
0.989	424	0.3%
0.988	383	0.3%
0.987	364	0.3%

danceability
Real number (ℝ)

Distinct	1257
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.58146836

Minimum	0
Maximum	0.996
Zeros	292
Zeros (%)	0.2%
Negative	0
Negative (%)	0.0%
Memory size	1020.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0.22
Q1	0.459
median	0.605
Q3	0.727
95-th percentile	0.851
Maximum	0.996
Range	0.996
Interquartile range (IQR)	0.268

Descriptive statistics

Standard deviation	0.19007688
Coefficient of variation (CV)	0.32689118
Kurtosis	-0.2736465
Mean	0.58146836
Median Absolute Deviation (MAD)	0.132
Skewness	-0.50846114
Sum	75976.4
Variance	0.036129218
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.664	306	0.2%
0.684	305	0.2%
0.75	303	0.2%
0.657	302	0.2%
0.659	299	0.2%
0.714	298	0.2%
0.678	297	0.2%
0.708	296	0.2%
0.699	295	0.2%
0.691	293	0.2%
Other values (1247)	127669	97.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	292	0.2%
0.0237	1	< 0.1%
0.0513	1	< 0.1%
0.0516	1	< 0.1%
0.0532	2	< 0.1%
0.0533	1	< 0.1%
0.0542	1	< 0.1%
0.055	1	< 0.1%
0.0555	2	< 0.1%
0.0559	1	< 0.1%

Value	Count	Frequency (%)
0.996	1	< 0.1%
0.986	5	< 0.1%
0.985	4	< 0.1%
0.984	1	< 0.1%
0.983	1	< 0.1%
0.982	1	< 0.1%
0.981	5	< 0.1%
0.98	4	< 0.1%
0.978	3	< 0.1%
0.977	8	< 0.1%

duration_ms
Real number (ℝ)

Distinct	77897
Distinct (%)	59.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	212633.12

Minimum	3203
Maximum	5610020
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1020.9 KiB

Quantile statistics

Minimum	3203
5-th percentile	80292.1
Q1	163922.5
median	201901
Q3	241047.5
95-th percentile	361077.8
Maximum	5610020
Range	5606817
Interquartile range (IQR)	77125

Descriptive statistics

Standard deviation	123155.06
Coefficient of variation (CV)	0.5791904
Kurtosis	302.10806
Mean	212633.12
Median Absolute Deviation (MAD)	38501
Skewness	11.643607
Sum	2.7783282 × 10¹⁰
Variance	1.516717 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
144405	346	0.3%
192000	185	0.1%
180000	136	0.1%
240000	135	0.1%
60000	98	0.1%
216000	97	0.1%
160000	92	0.1%
168000	86	0.1%
200000	79	0.1%
210000	79	0.1%
Other values (77887)	129330	99.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3203	1	< 0.1%
3677	1	< 0.1%
4160	1	< 0.1%
4556	1	< 0.1%
4867	1	< 0.1%
5147	1	< 0.1%
5747	1	< 0.1%
5827	1	< 0.1%
7520	1	< 0.1%
7573	1	< 0.1%

Value	Count	Frequency (%)
5610020	1	< 0.1%
5040048	1	< 0.1%
4893656	1	< 0.1%
4891333	1	< 0.1%
4830606	1	< 0.1%
4830011	1	< 0.1%
4661991	1	< 0.1%
4303366	1	< 0.1%
3777432	1	< 0.1%
3769399	1	< 0.1%

energy
Real number (ℝ)

HIGH CORRELATION

Distinct	2571
Distinct (%)	2.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.56919595

Minimum	0
Maximum	1
Zeros	19
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	1020.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0.072
Q1	0.396
median	0.603
Q3	0.775
95-th percentile	0.941
Maximum	1
Range	1
Interquartile range (IQR)	0.379

Descriptive statistics

Standard deviation	0.26031169
Coefficient of variation (CV)	0.45733229
Kurtosis	-0.7023312
Mean	0.56919595
Median Absolute Deviation (MAD)	0.187
Skewness	-0.43608757
Sum	74372.851
Variance	0.067762175
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.666	248	0.2%
0.726	233	0.2%
0.723	232	0.2%
0.694	228	0.2%
0.717	227	0.2%
0.577	224	0.2%
0.719	224	0.2%
0.703	223	0.2%
0.73	223	0.2%
0.669	221	0.2%
Other values (2561)	128380	98.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	19	< 0.1%
1.9 × 10^-5	1	< 0.1%
1.94 × 10^-5	1	< 0.1%
1.95 × 10^-5	3	< 0.1%
1.96 × 10^-5	2	< 0.1%
1.97 × 10^-5	2	< 0.1%
1.98 × 10^-5	2	< 0.1%
1.99 × 10^-5	5	< 0.1%
2 × 10^-5	7	< 0.1%
2.01 × 10^-5	17	< 0.1%

Value	Count	Frequency (%)
1	190	0.1%
0.999	137	0.1%
0.998	79	0.1%
0.997	77	0.1%
0.996	76	0.1%
0.995	102	0.1%
0.994	85	0.1%
0.993	92	0.1%
0.992	67	0.1%
0.991	75	0.1%

instrumentalness
Real number (ℝ)

ZEROS

Distinct	5387
Distinct (%)	4.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.22401834

Minimum	0
Maximum	1
Zeros	42133
Zeros (%)	32.2%
Negative	0
Negative (%)	0.0%
Memory size	1020.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.000149
Q3	0.44
95-th percentile	0.929
Maximum	1
Range	1
Interquartile range (IQR)	0.44

Descriptive statistics

Standard deviation	0.36032793
Coefficient of variation (CV)	1.6084751
Kurtosis	-0.45854504
Mean	0.22401834
Median Absolute Deviation (MAD)	0.000149
Skewness	1.1698753
Sum	29270.909
Variance	0.12983621
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	42133	32.2%
0.918	220	0.2%
0.92	216	0.2%
0.915	215	0.2%
0.914	206	0.2%
0.906	198	0.2%
0.933	197	0.2%
0.904	196	0.2%
0.898	196	0.2%
0.927	195	0.1%
Other values (5377)	86691	66.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	42133	32.2%
1 × 10^-6	19	< 0.1%
1.01 × 10^-6	36	< 0.1%
1.02 × 10^-6	50	< 0.1%
1.03 × 10^-6	33	< 0.1%
1.04 × 10^-6	42	< 0.1%
1.05 × 10^-6	48	< 0.1%
1.06 × 10^-6	54	< 0.1%
1.07 × 10^-6	49	< 0.1%
1.08 × 10^-6	42	< 0.1%

Value	Count	Frequency (%)
1	24	< 0.1%
0.999	18	< 0.1%
0.998	15	< 0.1%
0.997	23	< 0.1%
0.996	28	< 0.1%
0.995	20	< 0.1%
0.994	26	< 0.1%
0.993	22	< 0.1%
0.992	37	< 0.1%
0.991	20	< 0.1%

key
Real number (ℝ)

ZEROS

Distinct	12
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.2318943

Minimum	0
Maximum	11
Zeros	14972
Zeros (%)	11.5%
Negative	0
Negative (%)	0.0%
Memory size	1020.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	5
Q3	8
95-th percentile	11
Maximum	11
Range	11
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	3.6027011
Coefficient of variation (CV)	0.68860358
Kurtosis	-1.3199843
Mean	5.2318943
Median Absolute Deviation (MAD)	3
Skewness	0.020392001
Sum	683615
Variance	12.979455
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
1	15348	11.7%
0	14972	11.5%
7	13930	10.7%
2	12363	9.5%
9	12029	9.2%
5	10816	8.3%
11	10341	7.9%
8	9299	7.1%
10	9298	7.1%
4	9045	6.9%
Other values (2)	13222	10.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	14972	11.5%
1	15348	11.7%
2	12363	9.5%
3	4315	3.3%
4	9045	6.9%
5	10816	8.3%
6	8907	6.8%
7	13930	10.7%
8	9299	7.1%
9	12029	9.2%

Value	Count	Frequency (%)
11	10341	7.9%
10	9298	7.1%
9	12029	9.2%
8	9299	7.1%
7	13930	10.7%
6	8907	6.8%
5	10816	8.3%
4	9045	6.9%
3	4315	3.3%
2	12363	9.5%

liveness
Real number (ℝ)

Distinct	1717
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.19488627

Minimum	0
Maximum	0.999
Zeros	31
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	1020.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0.064
Q1	0.0975
median	0.124
Q3	0.236
95-th percentile	0.574
Maximum	0.999
Range	0.999
Interquartile range (IQR)	0.1385

Descriptive statistics

Standard deviation	0.16773329
Coefficient of variation (CV)	0.86067269
Kurtosis	5.707009
Mean	0.19488627
Median Absolute Deviation (MAD)	0.0404
Skewness	2.2975707
Sum	25464.424
Variance	0.028134455
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.111	1873	1.4%
0.11	1670	1.3%
0.112	1603	1.2%
0.108	1600	1.2%
0.109	1600	1.2%
0.107	1487	1.1%
0.105	1430	1.1%
0.106	1401	1.1%
0.104	1377	1.1%
0.103	1347	1.0%
Other values (1707)	115275	88.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	31	< 0.1%
0.0113	1	< 0.1%
0.0118	1	< 0.1%
0.0131	1	< 0.1%
0.0138	1	< 0.1%
0.0139	1	< 0.1%
0.0148	2	< 0.1%
0.0149	1	< 0.1%
0.0153	1	< 0.1%
0.0158	1	< 0.1%

Value	Count	Frequency (%)
0.999	1	< 0.1%
0.996	1	< 0.1%
0.995	2	< 0.1%
0.994	3	< 0.1%
0.993	2	< 0.1%
0.992	2	< 0.1%
0.991	4	< 0.1%
0.99	2	< 0.1%
0.989	4	< 0.1%
0.988	3	< 0.1%

loudness
Real number (ℝ)

HIGH CORRELATION

Distinct	25888
Distinct (%)	19.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-9.9740056

Minimum	-60
Maximum	1.806
Zeros	1
Zeros (%)	< 0.1%
Negative	130601
Negative (%)	> 99.9%
Memory size	1020.9 KiB

Quantile statistics

Minimum	-60
5-th percentile	-24.2195
Q1	-11.898
median	-7.979
Q3	-5.684
95-th percentile	-3.442
Maximum	1.806
Range	61.806
Interquartile range (IQR)	6.214

Descriptive statistics

Standard deviation	6.544379
Coefficient of variation (CV)	-0.65614351
Kurtosis	3.9131332
Mean	-9.9740056
Median Absolute Deviation (MAD)	2.789
Skewness	-1.8039098
Sum	-1303233.5
Variance	42.828897
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-5.682	30	< 0.1%
-6.246	30	< 0.1%
-5.488	29	< 0.1%
-5.448	28	< 0.1%
-6.541	28	< 0.1%
-6.141	27	< 0.1%
-6.099	27	< 0.1%
-5.735	27	< 0.1%
-6.294	27	< 0.1%
-6.113	27	< 0.1%
Other values (25878)	130383	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-60	12	< 0.1%
-58.656	1	< 0.1%
-58.48	1	< 0.1%
-55.909	1	< 0.1%
-54.574	1	< 0.1%
-53.489	1	< 0.1%
-53.445	1	< 0.1%
-53.28	1	< 0.1%
-53.1	1	< 0.1%
-52.058	3	< 0.1%

Value	Count	Frequency (%)
1.806	1	< 0.1%
1.75	1	< 0.1%
1.187	1	< 0.1%
0.935	1	< 0.1%
0.905	1	< 0.1%
0.843	1	< 0.1%
0.805	1	< 0.1%
0.738	1	< 0.1%
0.726	1	< 0.1%
0.681	1	< 0.1%

mode
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.2 MiB

1	79409
0	51254

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	130663
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	0
4th row	0
5th row	1

Common Values

Value	Count	Frequency (%)
1	79409	60.8%
0	51254	39.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	79409	60.8%
0	51254	39.2%

Most occurring characters

Value	Count	Frequency (%)
1	79409	60.8%
0	51254	39.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	130663	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	79409	60.8%
0	51254	39.2%

Most occurring scripts

Value	Count	Frequency (%)
Common	130663	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	79409	60.8%
0	51254	39.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	130663	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	79409	60.8%
0	51254	39.2%

speechiness
Real number (ℝ)

Distinct	1616
Distinct (%)	1.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.11201497

Minimum	0
Maximum	0.966
Zeros	292
Zeros (%)	0.2%
Negative	0
Negative (%)	0.0%
Memory size	1020.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0.0294
Q1	0.0389
median	0.0559
Q3	0.129
95-th percentile	0.377
Maximum	0.966
Range	0.966
Interquartile range (IQR)	0.0901

Descriptive statistics

Standard deviation	0.12432693
Coefficient of variation (CV)	1.1099136
Kurtosis	7.9341359
Mean	0.11201497
Median Absolute Deviation (MAD)	0.0223
Skewness	2.4855605
Sum	14636.212
Variance	0.015457186
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0376	314	0.2%
0.0359	309	0.2%
0.0378	308	0.2%
0.0358	308	0.2%
0.0366	307	0.2%
0.0374	306	0.2%
0.0387	305	0.2%
0.0367	304	0.2%
0.031	302	0.2%
0.0342	301	0.2%
Other values (1606)	127599	97.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	292	0.2%
0.0221	1	< 0.1%
0.0224	1	< 0.1%
0.0225	1	< 0.1%
0.0226	1	< 0.1%
0.0227	1	< 0.1%
0.0228	5	< 0.1%
0.0229	6	< 0.1%
0.023	4	< 0.1%
0.0231	4	< 0.1%

Value	Count	Frequency (%)
0.966	1	< 0.1%
0.964	1	< 0.1%
0.961	1	< 0.1%
0.958	4	< 0.1%
0.957	3	< 0.1%
0.956	2	< 0.1%
0.955	2	< 0.1%
0.954	4	< 0.1%
0.953	3	< 0.1%
0.952	6	< 0.1%

tempo
Real number (ℝ)

Distinct	57314
Distinct (%)	43.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	119.47335

Minimum	0
Maximum	249.983
Zeros	292
Zeros (%)	0.2%
Negative	0
Negative (%)	0.0%
Memory size	1020.9 KiB

Quantile statistics

Minimum	0
5-th percentile	75.014
Q1	96.014
median	120.027
Q3	139.642
95-th percentile	173.2849
Maximum	249.983
Range	249.983
Interquartile range (IQR)	43.628

Descriptive statistics

Standard deviation	30.159636
Coefficient of variation (CV)	0.25243818
Kurtosis	0.064282418
Mean	119.47335
Median Absolute Deviation (MAD)	20.324
Skewness	0.15218079
Sum	15610747
Variance	909.60365
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	292	0.2%
120.006	59	< 0.1%
119.999	57	< 0.1%
120.002	55	< 0.1%
119.997	54	< 0.1%
120.003	53	< 0.1%
119.996	50	< 0.1%
120.005	50	< 0.1%
120.012	50	< 0.1%
120.011	49	< 0.1%
Other values (57304)	129894	99.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	292	0.2%
31.608	1	< 0.1%
31.847	1	< 0.1%
32.001	1	< 0.1%
32.095	1	< 0.1%
32.317	1	< 0.1%
32.732	1	< 0.1%
32.922	1	< 0.1%
33.003	1	< 0.1%
33.108	1	< 0.1%

Value	Count	Frequency (%)
249.983	1	< 0.1%
248.321	1	< 0.1%
247.951	1	< 0.1%
247.916	1	< 0.1%
246.203	1	< 0.1%
246.055	1	< 0.1%
245.379	1	< 0.1%
245.327	1	< 0.1%
244.51	1	< 0.1%
241.234	1	< 0.1%

time_signature
Categorical

IMBALANCE

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.2 MiB

4	112652
3	12666
5	3297
1	1749
0	299

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	130663
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	4
2nd row	4
3rd row	4
4th row	4
5th row	4

Common Values

Value	Count	Frequency (%)
4	112652	86.2%
3	12666	9.7%
5	3297	2.5%
1	1749	1.3%
0	299	0.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
4	112652	86.2%
3	12666	9.7%
5	3297	2.5%
1	1749	1.3%
0	299	0.2%

Most occurring characters

Value	Count	Frequency (%)
4	112652	86.2%
3	12666	9.7%
5	3297	2.5%
1	1749	1.3%
0	299	0.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	130663	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
4	112652	86.2%
3	12666	9.7%
5	3297	2.5%
1	1749	1.3%
0	299	0.2%

Most occurring scripts

Value	Count	Frequency (%)
Common	130663	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
4	112652	86.2%
3	12666	9.7%
5	3297	2.5%
1	1749	1.3%
0	299	0.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	130663	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
4	112652	86.2%
3	12666	9.7%
5	3297	2.5%
1	1749	1.3%
0	299	0.2%

valence
Real number (ℝ)

Distinct	1918
Distinct (%)	1.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.43963029

Minimum	0
Maximum	1
Zeros	334
Zeros (%)	0.3%
Negative	0
Negative (%)	0.0%
Memory size	1020.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0.04891
Q1	0.224
median	0.42
Q3	0.638
95-th percentile	0.896
Maximum	1
Range	1
Interquartile range (IQR)	0.414

Descriptive statistics

Standard deviation	0.25907946
Coefficient of variation (CV)	0.58931212
Kurtosis	-0.93601216
Mean	0.43963029
Median Absolute Deviation (MAD)	0.206
Skewness	0.23706423
Sum	57443.412
Variance	0.067122165
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1 × 10^-5	391	0.3%
0	334	0.3%
0.962	262	0.2%
0.961	227	0.2%
0.326	209	0.2%
0.35	208	0.2%
0.346	201	0.2%
0.34	201	0.2%
0.348	199	0.2%
0.963	199	0.2%
Other values (1908)	128232	98.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	334	0.3%
1 × 10^-5	391	0.3%
4.25 × 10^-5	1	< 0.1%
7.01 × 10^-5	1	< 0.1%
0.000134	1	< 0.1%
0.000149	1	< 0.1%
0.000154	1	< 0.1%
0.000407	1	< 0.1%
0.000429	1	< 0.1%
0.000439	1	< 0.1%

Value	Count	Frequency (%)
1	9	< 0.1%
0.999	3	< 0.1%
0.998	1	< 0.1%
0.997	1	< 0.1%
0.996	4	< 0.1%
0.995	3	< 0.1%
0.994	3	< 0.1%
0.993	5	< 0.1%
0.991	3	< 0.1%
0.99	2	< 0.1%

popularity
Real number (ℝ)

ZEROS

Distinct	100
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	24.208988

Minimum	0
Maximum	100
Zeros	18889
Zeros (%)	14.5%
Negative	0
Negative (%)	0.0%
Memory size	1020.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	7
median	22
Q3	38
95-th percentile	60
Maximum	100
Range	100
Interquartile range (IQR)	31

Descriptive statistics

Standard deviation	19.713191
Coefficient of variation (CV)	0.81429223
Kurtosis	-0.4782102
Mean	24.208988
Median Absolute Deviation (MAD)	15
Skewness	0.57823086
Sum	3163219
Variance	388.6099
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	18889	14.5%
1	3217	2.5%
19	2537	1.9%
22	2525	1.9%
2	2517	1.9%
23	2436	1.9%
20	2434	1.9%
18	2412	1.8%
17	2377	1.8%
21	2360	1.8%
Other values (90)	88959	68.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	18889	14.5%
1	3217	2.5%
2	2517	1.9%
3	2033	1.6%
4	1831	1.4%
5	1868	1.4%
6	1900	1.5%
7	1889	1.4%
8	1916	1.5%
9	2091	1.6%

Value	Count	Frequency (%)
100	1	< 0.1%
98	4	< 0.1%
97	1	< 0.1%
96	7	< 0.1%
95	6	< 0.1%
94	11	< 0.1%
93	6	< 0.1%
92	7	< 0.1%
91	17	< 0.1%
90	9	< 0.1%

Auto

Heatmap
Table

	acousticness	danceability	duration_ms	energy	instrumentalness	key	liveness	loudness	speechiness	tempo	valence	popularity	mode	time_signature
acousticness	1.000	-0.234	-0.057	-0.656	0.121	-0.016	-0.112	-0.508	-0.172	-0.230	-0.116	-0.079	0.072	0.134
danceability	-0.234	1.000	-0.118	0.191	-0.287	0.018	-0.126	0.285	0.322	0.053	0.444	0.095	0.066	0.289
duration_ms	-0.057	-0.118	1.000	0.085	-0.016	0.006	-0.052	0.109	-0.168	0.025	-0.139	0.061	0.019	0.019
energy	-0.656	0.191	0.085	1.000	-0.222	0.039	0.189	0.760	0.226	0.215	0.301	0.109	0.077	0.143
instrumentalness	0.121	-0.287	-0.016	-0.222	1.000	-0.022	-0.075	-0.453	-0.286	-0.065	-0.281	-0.204	0.010	0.067
key	-0.016	0.018	0.006	0.039	-0.022	1.000	0.009	0.025	0.024	0.003	0.042	0.002	0.272	0.022
liveness	-0.112	-0.126	-0.052	0.189	-0.075	0.009	1.000	0.085	0.078	0.015	0.000	-0.013	0.015	0.038
loudness	-0.508	0.285	0.109	0.760	-0.453	0.025	0.085	1.000	0.147	0.188	0.316	0.257	0.038	0.162
speechiness	-0.172	0.322	-0.168	0.226	-0.286	0.024	0.078	0.147	1.000	0.107	0.164	0.016	0.069	0.067
tempo	-0.230	0.053	0.025	0.215	-0.065	0.003	0.015	0.188	0.107	1.000	0.085	0.030	0.023	0.499
valence	-0.116	0.444	-0.139	0.301	-0.281	0.042	0.000	0.316	0.164	0.085	1.000	0.014	0.036	0.111
popularity	-0.079	0.095	0.061	0.109	-0.204	0.002	-0.013	0.257	0.016	0.030	0.014	1.000	0.018	0.051
mode	0.072	0.066	0.019	0.077	0.010	0.272	0.015	0.038	0.069	0.023	0.036	0.018	1.000	0.051
time_signature	0.134	0.289	0.019	0.143	0.067	0.022	0.038	0.162	0.067	0.499	0.111	0.051	0.051	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	artist_name	track_id	track_name	acousticness	danceability	duration_ms	energy	instrumentalness	key	liveness	loudness	mode	speechiness	tempo	time_signature	valence	popularity
0	YG	2RM4jf1Xa9zPgMGRDiht8O	Big Bank feat. 2 Chainz, Big Sean, Nicki Minaj	0.005820	0.743	238373	0.339	0.000	1	0.0812	-7.678	1	0.4090	203.927	4	0.118	15
1	YG	1tHDG53xJNGsItRA3vfVgs	BAND DRUM (feat. A$AP Rocky)	0.024400	0.846	214800	0.557	0.000	8	0.2860	-7.259	1	0.4570	159.009	4	0.371	0
2	R3HAB	6Wosx2euFPMT14UXiWudMy	Radio Silence	0.025000	0.603	138913	0.723	0.000	9	0.0824	-5.890	0	0.0454	114.966	4	0.382	56
3	Chris Cooq	3J2Jpw61sO7l6Hc7qdYV91	Lactose	0.029400	0.800	125381	0.579	0.912	5	0.0994	-12.118	0	0.0701	123.003	4	0.641	0
4	Chris Cooq	2jbYvQCyPgX3CdmAzeVeuS	Same - Original mix	0.000035	0.783	124016	0.792	0.878	7	0.0332	-10.277	1	0.0661	120.047	4	0.928	0
5	Curbo	26Y1lX7ZOpw9Ql3gGAlqLK	Debauchery - Original mix	0.001150	0.810	124016	0.417	0.919	9	0.1060	-10.783	0	0.0793	120.025	4	0.837	0
6	Bingo Play	5eIyK73BrxHLnly4F9PWqg	Grandma - Original mix	0.000539	0.819	132742	0.720	0.863	4	0.0727	-8.895	0	0.1510	124.003	4	0.934	0
7	G Herbo	13Mf2ZBpfNkgWJowvM5hXh	Bon appétit	0.115000	0.885	181838	0.348	0.000	9	0.1070	-12.569	1	0.4510	142.111	4	0.180	0
8	34 Feet	7BQaRTHk44DkMhIVNcXy2D	Among - Original mix	0.000058	0.740	124016	0.472	0.847	8	0.0959	-9.008	1	0.0551	120.034	4	0.622	0
9	Chris Cooq	049RxG2laEl9U1PGYeIqLV	Hazard - Original mix	0.000081	0.813	132742	0.731	0.910	11	0.0727	-8.932	1	0.0697	124.031	4	0.944	0

	artist_name	track_id	track_name	acousticness	danceability	duration_ms	energy	instrumentalness	key	liveness	loudness	mode	speechiness	tempo	time_signature	valence	popularity
130653	Dave East	6oehXbAxVzX6tqepCk7oOa	No Pork	0.10800	0.678	196364	0.795	0.000000	10	0.0995	-6.126	0	0.3440	176.157	4	0.9240	49
130654	Gregory Alan Isakov	0gcN4mJqOgwDl9az069Jup	Powder	0.73900	0.498	192227	0.393	0.771000	4	0.1140	-10.600	0	0.0289	112.986	4	0.1180	48
130655	Atreyu	1RAT7pGtFKGsVe38SDKvKo	Anger Left Behind	0.05670	0.416	203547	0.987	0.000145	0	0.0853	-3.333	1	0.2100	155.045	4	0.2580	54
130656	Echos	6Tgd0DhWYzCWrwZZB6BPNw	Revival	0.66800	0.211	279070	0.284	0.000111	1	0.1050	-10.317	1	0.0385	83.905	4	0.0638	51
130657	City Girls	7224Tp60srKUp78CkPfAo9	Drip	0.18100	0.880	152544	0.627	0.000000	11	0.1020	-5.429	0	0.2670	151.995	4	0.3930	48
130658	Calum Scott	0cvfSKcm9VeduwyYPrxtLx	Come Back Home	0.00678	0.601	190539	0.801	0.000000	11	0.0991	-5.174	1	0.0323	131.049	4	0.2890	57
130659	Saint Claire	43MP9F7UzvfilSrw2SqZGJ	Enough for You	0.91800	0.387	194583	0.249	0.000000	9	0.1030	-13.233	1	0.0437	94.039	4	0.3460	60
130660	Mike Stud	4TWlUuFk81NGUNKwndyS5Q	Do It	0.33000	0.717	139191	0.532	0.000000	8	0.0997	-8.351	0	0.2060	156.977	4	0.5460	47
130661	D Savage	5iGBXzOoRo4sBTy8wdzMyK	No Smoke	0.00790	0.772	180013	0.510	0.000000	4	0.1310	-9.670	0	0.1200	120.049	4	0.0755	50
130662	Banda Los Sebastianes	7LNtyuekYHiZ99UxkrfCQR	En Vida	0.54900	0.715	145827	0.734	0.000000	3	0.1080	-3.244	1	0.0367	130.128	3	0.9760	55

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Lowercase Letter

Uppercase Letter

Other Punctuation

Other Symbol

Nonspacing Mark

Decimal Number

Math Symbol

Currency Symbol

Close Punctuation

Final Punctuation

Modifier Symbol

Space Separator

Open Punctuation

Initial Punctuation

Dash Punctuation

Connector Punctuation

Modifier Letter

Most occurring scripts

Most frequent character per script

Latin

Han

Hangul

Common

Cyrillic

Thai

Katakana

Arabic

Hebrew

Hiragana

Tibetan

Greek

Bengali

Braille

Georgian

Yi

Inherited

Tamil

Lao

Most occurring blocks

Most frequent character per block

ASCII

None

Cyrillic

Punctuation

Dingbats

Hangul

Katakana

Misc Symbols

CJK

Thai

Bengali

Arabic

Hebrew

Georgian

Yi Syllables

Tibetan

Letterlike Symbols

Hiragana

Geometric Shapes

Latin Ext Additional

IPA Ext

Math Operators

Diacriticals

Tamil

Braille

Lao

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Decimal Number

Most occurring scripts

Most frequent character per script